{"id":"W2153631277","doi":"10.5539/hes.v3n4p15","title":"The Perspective of Women Managing Research Teams in Social Sciences","year":2013,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interpersonal communication; Perspective (graphical); Psychology; Perception; Interpersonal relationship; Sociology; Public relations; Medical education; Pedagogy; Social psychology; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003011319,0.00003492906,0.00007979589,0.00009469692,0.002288255,0.00006512273,0.0002193432,0.00002106673,0.0001228231],"category_scores_gemma":[0.0001374132,0.00002587013,0.00001733166,0.0006879268,0.001527738,0.0001975238,0.00008715955,0.00008554436,0.00004020768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007280951,"about_ca_system_score_gemma":0.0003563112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01626099,"about_ca_topic_score_gemma":0.0005652198,"domain_scores_codex":[0.9986373,0.0004467159,0.00009706367,0.0001262604,0.0003925608,0.0003001114],"domain_scores_gemma":[0.9988508,0.0003237296,0.00004488357,0.00005585664,0.0007019011,0.0000228332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001800493,0.00005420894,0.01864662,0.000005834754,0.00001470279,2.045262e-8,0.2797972,3.135522e-7,0.000006066262,0.6821978,0.01858615,0.0006893171],"study_design_scores_gemma":[0.00002597243,0.000009183356,0.1445654,0.000004212674,8.707389e-7,5.576337e-9,0.698076,1.090147e-7,0.000003085571,0.1360133,0.02127792,0.00002392968],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.80337,0.001347492,1.962174e-7,0.03923463,0.00042423,0.0001443168,2.762644e-7,0.00000816478,0.1554707],"genre_scores_gemma":[0.9905854,0.0002825467,0.00002239523,0.0001037922,0.0001819825,0.00005672746,6.792812e-8,0.000001187081,0.008765873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5461845,"threshold_uncertainty_score":0.9990106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3581085853292799,"score_gpt":0.5050903861761554,"score_spread":0.1469818008468756,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}